{"id":"W4413646421","doi":"10.64628/aai.t45fsshrf","title":"Concussions aren’t only a medical issue","year":2015,"lang":"en","type":"preprint","venue":"","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002966644,0.0005539467,0.001229831,0.002297711,0.002569329,0.00619816,0.0008608834,0.004587037,0.07246332],"category_scores_gemma":[0.0383188,0.0004811225,0.0006971363,0.002076369,0.002435572,0.00562432,0.002211004,0.003272226,0.02217388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661972,"about_ca_system_score_gemma":0.002741544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003501812,"about_ca_topic_score_gemma":0.004802329,"domain_scores_codex":[0.9971848,0.0004239326,0.0002372881,0.0004258117,0.001438118,0.0002900101],"domain_scores_gemma":[0.9848961,0.004122996,0.001842756,0.002322501,0.005373471,0.001442298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005338991,0.0001204852,0.00622902,0.0006844402,0.000246914,0.0006335073,0.0008656454,0.0002141469,0.0007070301,0.1142514,0.7840384,0.09147505],"study_design_scores_gemma":[0.0001347469,0.00008823696,0.025497,0.001190545,0.0002264826,0.002679131,0.001924247,0.0006833152,0.001486643,0.2086496,0.7573669,0.00007316007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02645036,0.01848781,0.006952844,0.505384,0.105338,0.0001002159,0.006444188,0.0008625061,0.3299802],"genre_scores_gemma":[0.4521936,0.02241311,0.007773125,0.06327368,0.1045315,0.0001104996,0.009438037,0.001439666,0.3388268],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07246332,"threshold_uncertainty_score":0.2424139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504588585700181,"score_gpt":0.440495187703526,"score_spread":0.2900363291335079,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}